Instance-optimalMeanEstimation UnderDifferential Privacy

Neural Information Processing Systems 

Mean estimation under differential privacyisafundamental problem, butworstcase optimal mechanisms do not offer meaningful utility guarantees in practice when the global sensitivity is very large.

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